Skip to main content
Top

2024 | OriginalPaper | Chapter

Variable-Bandwidth Noise Filtering Mechanism for the Hearing Aid System

Authors : Ujjwala S. Rawandale, Sanjay R. Ganorkar, Mahesh T. Kolte

Published in: Advances in Photonics and Electronics

Publisher: Springer Nature Switzerland

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Enhancement of an hearing aid (HA) is the most needed task for people with hearing problems. The conventional filtering module doesn't provide a better filtering report and needs much duration for the filtering function. So, the current research article has discovered a novel CatBoost-based Variable-Bandwidth filter (CbVBwF) to enrich the noise removal process and filter the noise features in the trained audio signal. Primarily, the audio signals are trained using the training features of CatBoost. Consequently, the boosting parameters in the novel CbVBwF offered a better signal filtering function within a short duration, which has helped to earn less delay score and matching flaw rate. Henceforth, the designed framework is evaluated in the MATLAB platform, and the chief metrics were validated with other past studies. The novel CbVBwF scored less matching flaw score of 1.2 dB than the compared techniques.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference T. Devis, M. Manuel, Hardware-efficient auto-reconfigurable hearing aids using 3-level octave interpolated filters for auditory compensation applications. Phys. Eng. Sci. Med., 1–14 (2021) T. Devis, M. Manuel, Hardware-efficient auto-reconfigurable hearing aids using 3-level octave interpolated filters for auditory compensation applications. Phys. Eng. Sci. Med., 1–14 (2021)
go back to reference T. Devis, M. Manuel, A low-complexity 3-level filter bank design for effective restora- tion of audibility in digital hearing aids. Biomed. Eng. Lett. 10(4), 593–601 (2020)CrossRef T. Devis, M. Manuel, A low-complexity 3-level filter bank design for effective restora- tion of audibility in digital hearing aids. Biomed. Eng. Lett. 10(4), 593–601 (2020)CrossRef
go back to reference M. Guo, Learning and Application of Feedback Path Database for Feedback Control in Hearing Aids. IEEE Signal Process. Lett. 29, 2522–2526 (2022)CrossRef M. Guo, Learning and Application of Feedback Path Database for Feedback Control in Hearing Aids. IEEE Signal Process. Lett. 29, 2522–2526 (2022)CrossRef
go back to reference M. Küçükakarsu, A.R. Kavsaoğlu, F. Alenezi, A. Alhudhaif, R. Alwadie, K. Polat, A novel automatic audiometric system design based on machine learning methods using the brain’s electrical activity signals. Diagnostics 13(3), 575 (2023)CrossRef M. Küçükakarsu, A.R. Kavsaoğlu, F. Alenezi, A. Alhudhaif, R. Alwadie, K. Polat, A novel automatic audiometric system design based on machine learning methods using the brain’s electrical activity signals. Diagnostics 13(3), 575 (2023)CrossRef
go back to reference C.R. Kumar, M.P. Chitra, Design and implementation of pipelined SDF FFT architecture for sustainable industrial noise suppression in Digital Hearing Aids. Sustainable Energy Technol. Assess. 50, 101858 (2022)CrossRef C.R. Kumar, M.P. Chitra, Design and implementation of pipelined SDF FFT architecture for sustainable industrial noise suppression in Digital Hearing Aids. Sustainable Energy Technol. Assess. 50, 101858 (2022)CrossRef
go back to reference L.A. Kumar, D.K. Renuka, S.L. Rose, I.M. Wartana, Deep learning based assistive technology on audio visual speech recognition for hearing impaired. Int. J. Cogn. Comput. Eng. 3, 24–30 (2022) L.A. Kumar, D.K. Renuka, S.L. Rose, I.M. Wartana, Deep learning based assistive technology on audio visual speech recognition for hearing impaired. Int. J. Cogn. Comput. Eng. 3, 24–30 (2022)
go back to reference C. Lu, S. Zhang, D. Xue, F. Xiao, C. Liu, Improved estimation of coalbed methane con- tent using the revised estimate of depth and CatBoost algorithm: A case study from south- ern Sichuan Basin China. Comput. & Geosci. 158, 104973 (2022)CrossRef C. Lu, S. Zhang, D. Xue, F. Xiao, C. Liu, Improved estimation of coalbed methane con- tent using the revised estimate of depth and CatBoost algorithm: A case study from south- ern Sichuan Basin China. Comput. & Geosci. 158, 104973 (2022)CrossRef
go back to reference T. Ma, Y. Wei, X. Lou, Reconfigurable nonuniform filter bank for hearing aid systems. IEEE/ACM Trans. Audio, Speech, Lang. Process. 30, 758–771 (2021)CrossRef T. Ma, Y. Wei, X. Lou, Reconfigurable nonuniform filter bank for hearing aid systems. IEEE/ACM Trans. Audio, Speech, Lang. Process. 30, 758–771 (2021)CrossRef
go back to reference T. Ma, C. Shen, Y. Wei, Adjustable filter bank design for hearing aids system, in 2019 IEEE international symposium on circuits and systems (ISCAS), IEEE (2019) T. Ma, C. Shen, Y. Wei, Adjustable filter bank design for hearing aids system, in 2019 IEEE international symposium on circuits and systems (ISCAS), IEEE (2019)
go back to reference V.V. Mahesh, T.K. Shahana, Design and synthesis of filter bank structures based on low order constrained least square and minimum phase methods for audiogram matching in digital hearing aids. Heal. Technol. 11(1), 153–168 (2021)CrossRef V.V. Mahesh, T.K. Shahana, Design and synthesis of filter bank structures based on low order constrained least square and minimum phase methods for audiogram matching in digital hearing aids. Heal. Technol. 11(1), 153–168 (2021)CrossRef
go back to reference R. Marimuthu, Speech recognition using Taylor-gradient descent political optimization based deep residual network. Comput. Speech Lang. 78, 101442 (2023)CrossRef R. Marimuthu, Speech recognition using Taylor-gradient descent political optimization based deep residual network. Comput. Speech Lang. 78, 101442 (2023)CrossRef
go back to reference M. Naghibolhosseini, the effect of stimuli level on distortion product otoacoustic emission in normal hearing adults. Acoustics 5(1) (2023) M. Naghibolhosseini, the effect of stimuli level on distortion product otoacoustic emission in normal hearing adults. Acoustics 5(1) (2023)
go back to reference U.S. Rawandale, M.T. Kolte, Study of audiogram for speech processing in hearing aid system, in Proc. of 2019 IEEE Pune Section International Conference (PuneCon) (2019) U.S. Rawandale, M.T. Kolte, Study of audiogram for speech processing in hearing aid system, in Proc. of 2019 IEEE Pune Section International Conference (PuneCon) (2019)
go back to reference U.S. Rawandale, S.R. Ganorkar, M.T. Kolte, Audiogram study in filter bank used for hearing aid system to enhance the performance, in Proc. of 2022 6th International Conference On Computing, Communication, Control And Automation (ICCUBEA), Pune, India, pp. 1–4, (2022) U.S. Rawandale, S.R. Ganorkar, M.T. Kolte, Audiogram study in filter bank used for hearing aid system to enhance the performance, in Proc. of 2022 6th International Conference On Computing, Communication, Control And Automation (ICCUBEA), Pune, India, pp. 1–4, (2022)
go back to reference U.S. Rawandale, S.R. Ganorkar, M.T. Kolte, VHDL based design of an efficient hearing aid filter using an intelligent variable bandwidth-filter. Int. J. Adv. Comput. Sci. Appl. 14(1) (2023) U.S. Rawandale, S.R. Ganorkar, M.T. Kolte, VHDL based design of an efficient hearing aid filter using an intelligent variable bandwidth-filter. Int. J. Adv. Comput. Sci. Appl. 14(1) (2023)
go back to reference K. Shiraishi, M. Wada, T.U. Christiansen, T. Behrens, Amplification rationale for hear- ing aids based on characteristics of the Japanese language. Auris Nasus Larynx 49(1), 58–66 (2022)CrossRef K. Shiraishi, M. Wada, T.U. Christiansen, T. Behrens, Amplification rationale for hear- ing aids based on characteristics of the Japanese language. Auris Nasus Larynx 49(1), 58–66 (2022)CrossRef
go back to reference A. Shrivastav, M. Kolte, Frequency response masking based reconfigurable filter bank for hearing aids, in Proceeding of International Conference on Computational Science and Applications: ICCSA 2021, Singapore: Springer Nature Singapore (2022) A. Shrivastav, M. Kolte, Frequency response masking based reconfigurable filter bank for hearing aids, in Proceeding of International Conference on Computational Science and Applications: ICCSA 2021, Singapore: Springer Nature Singapore (2022)
go back to reference K.A. Swamy, Z.C. Alex, Efficient low delay reconfigurable filter bank using parallel structure for hearing aid applications with IoT. Pers. Ubiquitous Comput. 1–14 (2021) K.A. Swamy, Z.C. Alex, Efficient low delay reconfigurable filter bank using parallel structure for hearing aid applications with IoT. Pers. Ubiquitous Comput. 1–14 (2021)
go back to reference J. Zaar, L.B. Simonsen, T. Dau, S. Laugesen, Toward a clinically viable spectro- temporal modulation test for predicting supra-threshold speech reception in hearing- impaired listeners. Hear. Res. 427, 108650 (2023)CrossRef J. Zaar, L.B. Simonsen, T. Dau, S. Laugesen, Toward a clinically viable spectro- temporal modulation test for predicting supra-threshold speech reception in hearing- impaired listeners. Hear. Res. 427, 108650 (2023)CrossRef
go back to reference X.X. Zheng, Z. Liao, Y. Wei, X.Y. Zhang, X. Lou, Design of FRM-based nonuniform filter bank with reduced effective wordlength for hearing aids. IEEE Trans. Biomed. Circuits Syst. (2022) X.X. Zheng, Z. Liao, Y. Wei, X.Y. Zhang, X. Lou, Design of FRM-based nonuniform filter bank with reduced effective wordlength for hearing aids. IEEE Trans. Biomed. Circuits Syst. (2022)
Metadata
Title
Variable-Bandwidth Noise Filtering Mechanism for the Hearing Aid System
Authors
Ujjwala S. Rawandale
Sanjay R. Ganorkar
Mahesh T. Kolte
Copyright Year
2024
DOI
https://doi.org/10.1007/978-3-031-68038-0_13